Bibliographic record
Abstract
This text explains the importance of the concept of "Being Me" in the family and what needs to be done about it. "Being me" is possible when the individual knows himself, is spiritually strong, determines his priorities, knows and fulfills his limits and responsibilities, and is also aware of the psychological wounds he has experienced in the past. This process begins with the individual’s increasing deep awareness of self-knowledge. The process of self-knowledge enables the individual to explore his inner world and understand emotional states. “Being me” requires being spiritually strong. Spiritually strong people manage their emotions, thoughts and behaviors in a way that provides them success in life. Determining priorities means understanding what the individual values in life and acting accordingly. Likewise, knowing responsibilities and boundaries allows for a healthy balance in social relationships and maintaining the necessary space for personal growth. Recognizing wounds means recognizing past traumas and taking steps towards the healing process. It refers to the individual’s selfishness of prioritizing his own needs in the process of "being me" as "not being able to break away from me". On the contrary, it refers to situations such as being unable to protect one’s own freedom and personal identity and creating one’s own happiness through the happiness and preferences of one’s partner, as "getting lost in you". In this context, the process of "Being Me" is an important journey for the individual to discover himself and become spiritually stronger and mature. When spouses who have completed this process come together, a family that is happy, healthy and knows what it wants is formed.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.008 | 0.004 |
| Scholarly communication | 0.004 | 0.006 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.056 | 0.015 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".